@misc{dl2-a07-1, title={Shortcut Learning in Deep Neural Networks}, author={Robert Geirhos, Jörn-Henrik Jacobsen, Claudio Michaelis, Richard Zemel, Wieland Brendel, Matthias Bethge, Felix A. Wichmann}, year={2020}, url={https://arxiv.org/abs/2004.07780} } @misc{dl2-a07-2, title={Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization}, author={Shiori Sagawa, Pang Wei Koh, Tatsunori B. Hashimoto, Percy Liang}, year={2020}, url={https://arxiv.org/abs/1911.08731} } @misc{dl2-a07-3, title={WILDS: A Benchmark of in-the-Wild Distribution Shifts}, author={Pang Wei Koh, Shiori Sagawa, Henrik Marklund, Sang Michael Xie, Marvin Zhang, Akshay Balsubramani, Weihua Hu, Michihiro Yasunaga, Richard Lanas Phillips, Irena Gao, Tony Lee, Etienne David, Ian Stavness, Wei Guo, Berton A. Earnshaw, Imran S. Haque, Sara Beery, Jure Leskovec, Anshul Kundaje, Emma Pierson, Sergey Levine, Chelsea Finn, Percy Liang}, year={2021}, url={https://arxiv.org/abs/2012.07421} } @misc{dl2-a07-4, title={The Risks of Invariant Risk Minimization}, author={Elan Rosenfeld, Pradeep Ravikumar, Andrej Risteski}, year={2021}, url={https://arxiv.org/abs/2010.05761} } @misc{dl2-a07-5, title={In Search of Lost Domain Generalization}, author={Ishaan Gulrajani, David Lopez-Paz}, year={2020}, url={https://arxiv.org/abs/2007.01434} } @misc{dl2-a07-6, title={Invariant Risk Minimization}, author={Martin Arjovsky, Léon Bottou, Ishaan Gulrajani, David Lopez-Paz}, year={2019}, url={https://arxiv.org/abs/1907.02893} }